{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This allows multiple outputs from a single jupyter notebook cell:\n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(252, 9)"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-07-01</th>\n",
       "      <td>132.089996</td>\n",
       "      <td>134.100006</td>\n",
       "      <td>131.779999</td>\n",
       "      <td>133.919998</td>\n",
       "      <td>117.161659</td>\n",
       "      <td>202385700</td>\n",
       "      <td>132.373927</td>\n",
       "      <td>125.316073</td>\n",
       "      <td>1.219057</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-05</th>\n",
       "      <td>133.779999</td>\n",
       "      <td>134.080002</td>\n",
       "      <td>133.389999</td>\n",
       "      <td>133.809998</td>\n",
       "      <td>117.065437</td>\n",
       "      <td>165936000</td>\n",
       "      <td>133.254297</td>\n",
       "      <td>124.912703</td>\n",
       "      <td>1.066618</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-07-06</th>\n",
       "      <td>133.490005</td>\n",
       "      <td>134.139999</td>\n",
       "      <td>133.110001</td>\n",
       "      <td>133.970001</td>\n",
       "      <td>117.205429</td>\n",
       "      <td>143331600</td>\n",
       "      <td>134.040915</td>\n",
       "      <td>124.627085</td>\n",
       "      <td>0.992467</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-07-01  132.089996  134.100006  131.779999  133.919998  117.161659   \n",
       "2011-07-05  133.779999  134.080002  133.389999  133.809998  117.065437   \n",
       "2011-07-06  133.490005  134.139999  133.110001  133.970001  117.205429   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-07-01  202385700  132.373927  125.316073  1.219057  \n",
       "2011-07-05  165936000  133.254297  124.912703  1.066618  \n",
       "2011-07-06  143331600  134.040915  124.627085  0.992467  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2012-06-27</th>\n",
       "      <td>132.419998</td>\n",
       "      <td>133.429993</td>\n",
       "      <td>131.970001</td>\n",
       "      <td>133.169998</td>\n",
       "      <td>118.980804</td>\n",
       "      <td>108088000</td>\n",
       "      <td>136.447962</td>\n",
       "      <td>128.140042</td>\n",
       "      <td>0.605441</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-28</th>\n",
       "      <td>132.289993</td>\n",
       "      <td>132.990005</td>\n",
       "      <td>131.279999</td>\n",
       "      <td>132.789993</td>\n",
       "      <td>118.641281</td>\n",
       "      <td>169242100</td>\n",
       "      <td>136.500761</td>\n",
       "      <td>128.219241</td>\n",
       "      <td>0.551922</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012-06-29</th>\n",
       "      <td>135.199997</td>\n",
       "      <td>136.270004</td>\n",
       "      <td>134.850006</td>\n",
       "      <td>136.100006</td>\n",
       "      <td>121.598610</td>\n",
       "      <td>212250900</td>\n",
       "      <td>136.721010</td>\n",
       "      <td>128.792993</td>\n",
       "      <td>0.921670</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2012-06-27  132.419998  133.429993  131.970001  133.169998  118.980804   \n",
       "2012-06-28  132.289993  132.990005  131.279999  132.789993  118.641281   \n",
       "2012-06-29  135.199997  136.270004  134.850006  136.100006  121.598610   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2012-06-27  108088000  136.447962  128.140042  0.605441  \n",
       "2012-06-28  169242100  136.500761  128.219241  0.551922  \n",
       "2012-06-29  212250900  136.721010  128.792993  0.921670  "
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idf = pd.read_csv('../data/SPY_20110701_20120630_Bollinger.csv',index_col=0,parse_dates=True)\n",
    "idf.shape\n",
    "idf.head(3)\n",
    "idf.tail(3)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### Let's grab 5 months of data from the input data frame:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = idf.loc['2011-07-01':'2011-12-30',:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "#### We can, of course, plot a basic ohlc or candlestick plot:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.12.6a5'"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import mplfinance as mpf\n",
    "mpf.__version__\n",
    "mpf.plot(df,volume=True,tight_layout=True,figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "      <th>UpperB</th>\n",
       "      <th>LowerB</th>\n",
       "      <th>PercentB</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2011-12-23</th>\n",
       "      <td>125.669998</td>\n",
       "      <td>126.430000</td>\n",
       "      <td>125.410004</td>\n",
       "      <td>126.389999</td>\n",
       "      <td>111.850945</td>\n",
       "      <td>92187200</td>\n",
       "      <td>128.281026</td>\n",
       "      <td>119.379974</td>\n",
       "      <td>0.787550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-27</th>\n",
       "      <td>126.169998</td>\n",
       "      <td>126.820000</td>\n",
       "      <td>126.059998</td>\n",
       "      <td>126.489998</td>\n",
       "      <td>111.939430</td>\n",
       "      <td>86075700</td>\n",
       "      <td>128.321357</td>\n",
       "      <td>120.017643</td>\n",
       "      <td>0.779453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-28</th>\n",
       "      <td>126.510002</td>\n",
       "      <td>126.529999</td>\n",
       "      <td>124.730003</td>\n",
       "      <td>124.830002</td>\n",
       "      <td>110.470383</td>\n",
       "      <td>119107100</td>\n",
       "      <td>128.084988</td>\n",
       "      <td>120.732011</td>\n",
       "      <td>0.557324</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-29</th>\n",
       "      <td>125.239998</td>\n",
       "      <td>126.250000</td>\n",
       "      <td>124.860001</td>\n",
       "      <td>126.120003</td>\n",
       "      <td>111.611977</td>\n",
       "      <td>123507200</td>\n",
       "      <td>128.213149</td>\n",
       "      <td>120.716851</td>\n",
       "      <td>0.720776</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011-12-30</th>\n",
       "      <td>126.019997</td>\n",
       "      <td>126.330002</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>125.500000</td>\n",
       "      <td>111.063309</td>\n",
       "      <td>95599000</td>\n",
       "      <td>128.262110</td>\n",
       "      <td>120.720891</td>\n",
       "      <td>0.633732</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2011-12-23  125.669998  126.430000  125.410004  126.389999  111.850945   \n",
       "2011-12-27  126.169998  126.820000  126.059998  126.489998  111.939430   \n",
       "2011-12-28  126.510002  126.529999  124.730003  124.830002  110.470383   \n",
       "2011-12-29  125.239998  126.250000  124.860001  126.120003  111.611977   \n",
       "2011-12-30  126.019997  126.330002  125.500000  125.500000  111.063309   \n",
       "\n",
       "               Volume      UpperB      LowerB  PercentB  \n",
       "Date                                                     \n",
       "2011-12-23   92187200  128.281026  119.379974  0.787550  \n",
       "2011-12-27   86075700  128.321357  120.017643  0.779453  \n",
       "2011-12-28  119107100  128.084988  120.732011  0.557324  \n",
       "2011-12-29  123507200  128.213149  120.716851  0.720776  \n",
       "2011-12-30   95599000  128.262110  120.720891  0.633732  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "df2 = df.tail(9).copy()\n",
    "df2.loc[:,:] = float('nan')\n",
    "ndf = df.append(df2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x431.25 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mpf.plot(df,volume=True,tight_layout=True,figscale=0.75)\n",
    "mpf.plot(ndf,volume=True,tight_layout=True,figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "fig, ax = plt.subplots()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "#dir(mpf.plotting)\n",
    "#mpf.plotting._valid_plot_kwargs()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dino/code/mplfinance/src/mplfinance/plotting.py:285: UserWarning: \n",
      "\n",
      " ================================================================= \n",
      "\n",
      "   WARNING: `figscale` has NO effect in External Axes Mode.\n",
      "\n",
      " ================================================================ \n",
      "  category=UserWarning)\n"
     ]
    }
   ],
   "source": [
    "#mpf.plot(df,scale_padding=1.0,ax=ax,fig=fig,figscale=0.75)\n",
    "mpf.plot(df,scale_padding=1.0,ax=ax,figscale=0.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['binance',\n",
       " 'blueskies',\n",
       " 'brasil',\n",
       " 'charles',\n",
       " 'checkers',\n",
       " 'classic',\n",
       " 'default',\n",
       " 'mike',\n",
       " 'nightclouds',\n",
       " 'sas',\n",
       " 'starsandstripes',\n",
       " 'yahoo']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpf.available_styles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "#s = mpf._styles._get_mpfstyle('nightclouds')\n",
    "#mpf._styles._apply_mpfstyle(s)\n",
    "\n",
    "#fig, axes = plt.subplots(2,2)\n",
    "fig = plt.figure(figsize=(12,9))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = mpf._styles._get_mpfstyle('blueskies')\n",
    "#s\n",
    "mpf._styles._apply_mpfstyle(s)\n",
    "ax1 = fig.add_subplot(2,2,1)\n",
    "\n",
    "s = mpf._styles._get_mpfstyle('yahoo')\n",
    "mpf._styles._apply_mpfstyle(s)\n",
    "ax2 = fig.add_subplot(2,2,2)\n",
    "\n",
    "s = mpf.make_mpf_style(base_mpl_style='fast',base_mpf_style='nightclouds')\n",
    "#s = mpf._styles._get_mpfstyle('nightclouds')\n",
    "mpf._styles._apply_mpfstyle(s)\n",
    "ax3 = fig.add_subplot(2,2,3)\n",
    "\n",
    "s = mpf._styles._get_mpfstyle('starsandstripes')\n",
    "mpf._styles._apply_mpfstyle(s)\n",
    "ax4 = fig.add_subplot(2,2,4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = True\n",
      "external_axes_mode = True\n",
      "external_axes_mode = True\n",
      "external_axes_mode = True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dino/code/mplfinance/src/mplfinance/plotting.py:285: UserWarning: \n",
      "\n",
      " ================================================================= \n",
      "\n",
      "   WARNING: `figscale` has NO effect in External Axes Mode.\n",
      "\n",
      " ================================================================ \n",
      "  category=UserWarning)\n"
     ]
    }
   ],
   "source": [
    "# mpf.plot(df,ax=ax1,fig=fig,style='blueskies')\n",
    "# mpf.plot(df,type='candle',ax=ax2,figscale=1.5,fig=fig,style='yahoo')\n",
    "# mpf.plot(df,ax=ax3,fig=fig,style='blueskies',type='candle')\n",
    "# mpf.plot(df,type='candle',ax=ax4,figscale=1.5,fig=fig,style='sas')\n",
    "\n",
    "mpf.plot(df,ax=ax1,style='blueskies')\n",
    "mpf.plot(df,type='candle',ax=ax2,figscale=1.5,style='yahoo')\n",
    "mpf.plot(df,ax=ax3,style='blueskies',type='candle')\n",
    "mpf.plot(df,type='candle',ax=ax4,figscale=1.5,style='sas')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x900 with 4 Axes>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-07-28</th>\n",
       "      <td>102.830002</td>\n",
       "      <td>104.449997</td>\n",
       "      <td>102.82</td>\n",
       "      <td>104.339996</td>\n",
       "      <td>101.613663</td>\n",
       "      <td>39869800</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-29</th>\n",
       "      <td>104.190002</td>\n",
       "      <td>104.550003</td>\n",
       "      <td>103.68</td>\n",
       "      <td>104.209999</td>\n",
       "      <td>101.487068</td>\n",
       "      <td>27733700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High     Low       Close   Adj Close    Volume\n",
       "Date                                                                        \n",
       "2016-07-28  102.830002  104.449997  102.82  104.339996  101.613663  39869800\n",
       "2016-07-29  104.190002  104.550003  103.68  104.209999  101.487068  27733700"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-07-28</th>\n",
       "      <td>747.039978</td>\n",
       "      <td>748.650024</td>\n",
       "      <td>739.299988</td>\n",
       "      <td>745.909973</td>\n",
       "      <td>745.909973</td>\n",
       "      <td>3530200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-29</th>\n",
       "      <td>772.710022</td>\n",
       "      <td>778.549988</td>\n",
       "      <td>766.770020</td>\n",
       "      <td>768.789978</td>\n",
       "      <td>768.789978</td>\n",
       "      <td>3841500</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2016-07-28  747.039978  748.650024  739.299988  745.909973  745.909973   \n",
       "2016-07-29  772.710022  778.549988  766.770020  768.789978  768.789978   \n",
       "\n",
       "             Volume  \n",
       "Date                 \n",
       "2016-07-28  3530200  \n",
       "2016-07-29  3841500  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Open</th>\n",
       "      <th>High</th>\n",
       "      <th>Low</th>\n",
       "      <th>Close</th>\n",
       "      <th>Adj Close</th>\n",
       "      <th>Volume</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-07-28</th>\n",
       "      <td>216.289993</td>\n",
       "      <td>217.110001</td>\n",
       "      <td>215.750000</td>\n",
       "      <td>216.770004</td>\n",
       "      <td>210.327698</td>\n",
       "      <td>65035700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-07-29</th>\n",
       "      <td>216.460007</td>\n",
       "      <td>217.539993</td>\n",
       "      <td>216.130005</td>\n",
       "      <td>217.119995</td>\n",
       "      <td>210.667282</td>\n",
       "      <td>79519400</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  Open        High         Low       Close   Adj Close  \\\n",
       "Date                                                                     \n",
       "2016-07-28  216.289993  217.110001  215.750000  216.770004  210.327698   \n",
       "2016-07-29  216.460007  217.539993  216.130005  217.119995  210.667282   \n",
       "\n",
       "              Volume  \n",
       "Date                  \n",
       "2016-07-28  65035700  \n",
       "2016-07-29  79519400  "
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prefix = '../../examples/data/'\n",
    "aapl = pd.read_csv(prefix+'yahoofinance-AAPL-20040819-20180120.csv',index_col='Date',parse_dates=True)\n",
    "goog = pd.read_csv(prefix+'yahoofinance-GOOG-20040819-20180120.csv',index_col='Date',parse_dates=True)\n",
    "spy  = pd.read_csv(prefix+'yahoofinance-SPY-20080101-20180101.csv',index_col='Date',parse_dates=True)\n",
    "aapl = aapl.loc['2016-05-01':'2016-07-31']\n",
    "goog = goog.loc['2016-05-01':'2016-07-31']\n",
    "spy = spy.loc['2016-05-01':'2016-07-31']\n",
    "aapl.tail(2)\n",
    "goog.tail(2)\n",
    "spy.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['binance',\n",
       " 'blueskies',\n",
       " 'brasil',\n",
       " 'charles',\n",
       " 'checkers',\n",
       " 'classic',\n",
       " 'default',\n",
       " 'mike',\n",
       " 'nightclouds',\n",
       " 'sas',\n",
       " 'starsandstripes',\n",
       " 'yahoo']"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "mpf.available_styles()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 900x600 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sname = 'yahoo'\n",
    "s = mpf._styles._get_mpfstyle(sname)\n",
    "mpf._styles._apply_mpfstyle(s)\n",
    "fig = plt.figure(figsize=(9,6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "ax1 = fig.add_subplot(2,3,1)\n",
    "ax2 = fig.add_subplot(2,3,2)\n",
    "ax3 = fig.add_subplot(2,3,3)\n",
    "\n",
    "av1 = fig.add_subplot(3,3,7,sharex=ax1)\n",
    "av2 = fig.add_subplot(3,3,8,sharex=ax1)\n",
    "av3 = fig.add_subplot(3,3,9,sharex=ax3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dino/code/mplfinance/src/mplfinance/plotting.py:290: UserWarning: \n",
      "\n",
      " ================================================================= \n",
      "\n",
      "   WARNING: `figratio` has NO effect in External Axes Mode.\n",
      "\n",
      " ================================================================ \n",
      "  category=UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dino/code/mplfinance/src/mplfinance/plotting.py:290: UserWarning: \n",
      "\n",
      " ================================================================= \n",
      "\n",
      "   WARNING: `figratio` has NO effect in External Axes Mode.\n",
      "\n",
      " ================================================================ \n",
      "  category=UserWarning)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dino/code/mplfinance/src/mplfinance/plotting.py:290: UserWarning: \n",
      "\n",
      " ================================================================= \n",
      "\n",
      "   WARNING: `figratio` has NO effect in External Axes Mode.\n",
      "\n",
      " ================================================================ \n",
      "  category=UserWarning)\n"
     ]
    }
   ],
   "source": [
    "mpf.plot(aapl,type='candle',ax=ax1,figratio=(10,5),style=s,volume=av1,mav=(10,20),axtitle='AAPL')\n",
    "mpf.plot(goog,type='candle',ax=ax2,figratio=(10,5),style=s,volume=av2,mav=(10,20),axtitle='GOOG')\n",
    "mpf.plot(spy ,type='candle',ax=ax3,figratio=(10,5),style=s,volume=av3,mav=(10,20),axtitle='SPY',closefig=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "#ax1.set_title('AAPL')\n",
    "#ax2.set_title('GOOG')\n",
    "#ax3.set_title('SPY')\n",
    "#fig.suptitle('This is the Figure Title for the Entire Figure')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x600 with 6 Axes>"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "plt.close(None)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = False\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x575 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ap = mpf.make_addplot(spy,type='ohlc')\n",
    "mpf.plot(aapl,type='candle',style='yahoo',addplot=ap)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "%%capture\n",
    "plt.style.use('seaborn')\n",
    "fig, ax = plt.subplots()\n",
    "plt.rcParams.update({'axes.grid':False})\n",
    "ax2 = ax.twinx()\n",
    "mpf.plot(spy,ax=ax,type='ohlc',style='default')\n",
    "mpf.plot(aapl,ax=ax2,type='candle',style='yahoo')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x550 with 2 Axes>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1200x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = mpf.figure(style='blueskies',figsize=(12,10))#,figsize=(10,10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "s = mpf.make_mpf_style(base_mpl_style='fast',base_mpf_style='nightclouds')\n",
    "ax1 = mpf.add_subplot(2,2,1,fig=fig,style='blueskies')\n",
    "ax2 = mpf.add_subplot(2,2,2,fig=fig,style='yahoo')\n",
    "ax3 = mpf.add_subplot(2,2,3,fig=fig,style=s)\n",
    "ax4 = mpf.add_subplot(2,2,4,fig=fig,style='starsandstripes')\n",
    "\n",
    "\n",
    "# ax1 = mpf.add_subplot(fig,2,2,1,style='blueskies')\n",
    "# ax2 = mpf.add_subplot(fig,2,2,2,style='yahoo')\n",
    "# ax3 = mpf.add_subplot(fig,2,2,3,style=s)\n",
    "# ax4 = mpf.add_subplot(fig,2,2,4,style='starsandstripes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "external_axes_mode = True\n",
      "external_axes_mode = True\n",
      "external_axes_mode = True\n",
      "external_axes_mode = True\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/dino/code/mplfinance/src/mplfinance/plotting.py:285: UserWarning: \n",
      "\n",
      " ================================================================= \n",
      "\n",
      "   WARNING: `figscale` has NO effect in External Axes Mode.\n",
      "\n",
      " ================================================================ \n",
      "  category=UserWarning)\n"
     ]
    }
   ],
   "source": [
    "#mpf.plot(df,ax=ax1,fig=fig,type='ohlc',xrotation=25)\n",
    "#mpf.plot(df,ax=ax2,fig=fig,type='candle',xrotation=25)\n",
    "#mpf.plot(df,ax=ax3,fig=fig,type='candle',xrotation=25)\n",
    "#mpf.plot(df,ax=ax4,fig=fig,type='candle',xrotation=25,figscale=1.75)\n",
    "\n",
    "mpf.plot(df,ax=ax1,type='ohlc',xrotation=25)\n",
    "mpf.plot(df,ax=ax2,type='candle',xrotation=25)\n",
    "mpf.plot(df,ax=ax3,type='candle',xrotation=25)\n",
    "mpf.plot(df,ax=ax4,type='candle',xrotation=25,figscale=1.75)\n",
    "\n",
    "dum = ax1.set_title('blueskies')\n",
    "dum = ax2.set_title('yahoo')\n",
    "dum = ax3.set_title('nightclouds')\n",
    "dum = ax4.set_title('starsandstripes')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x1000 with 4 Axes>"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "fig"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
